AI BENCHY Compare

Kwaipilot: KAT-Coder-Pro V2.5 vs Qwen: Qwen3.5 Plus 2026-02-15

Muhtasari

average score iko karibu sawa: 8.0 vs 8.0. KAT-Coder-Pro V2.5 (low) ina gharama ya chini ya benchmark: $0.220 vs $0.310. KAT-Coder-Pro V2.5 (low) ni ya haraka zaidi: 10.44s vs 73.79s, na pass rates 71.4% vs 73.0%.

Muundo unaopendekezwaKAT-Coder-Pro V2.5 (low)It has the best score here (8.0), while responding about 7.1x faster than Qwen3.5 Plus 2026-02-15 (medium).

Benchmark zimetengenezwa kutoka seti za majaribio za AI BENCHY tarehe: 2026-07-14

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low Toleo: 2026-07-14	Qwen3.5 Plus 2026-02-15 Qwen3.5 Plus 2026-02-15 medium Toleo: 2026-02-15

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low Toleo: 2026-07-14	Qwen3.5 Plus 2026-02-15 Qwen3.5 Plus 2026-02-15 medium Toleo: 2026-02-15
Alama	8.0	8.0
Nafasi	#35	#34
Uaminifu	9.9	10.0
Uthabiti	7.3	8.8
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	71.4%	73.0%
Majaribio yasiyo thabiti	7	3
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	1.991	2.445
Jumla ya gharama	$0.220	$0.310
Bei ya ingizo	$0.740 / 1M	$0.260 / 1M
Bei ya toleo	$2.960 / 1M	$1.560 / 1M
Jumla ya tokeni za ingizo	42,750	40,918
Tokeni za matokeo	2,167	2,159
Tokeni za hoja	61,133	189,604
Muda wa majibu (wastani)	10.44s	73.79s
Muda wa majibu (upeo)	51.34s	266.69s
Muda wa majibu (jumla)	219.17s	1033.07s

Onyesho la kizazi

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#35 KAT-Coder-Pro V2.5

low

Gharama: $0.016
Muda: 47.6s
Tokeni: 5,182 tok

#34 Qwen3.5 Plus 2026-02-15

medium

Gharama: $0.011
Muda: 125.5s
Tokeni: 7,040 tok

Modeli bora kwa alama

Alama dhidi ya gharama ya jumla

Muda wa majibu (wastani)

Alama vs Muda wa majibu (wastani)

Jumla ya tokeni za matokeo

Alama vs Jumla ya tokeni za matokeo

Mgawanyo wa kategoria

Kategoria:

Mbinu za kupinga AI	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Pro V2.5	6.9	5.8	75.0%	2		4.20s	672	277	4,228
Qwen3.5 Plus 2026-02-15	8.2	7.9	83.3%	1		45.78s	672	205	21,236

Uandishi wa msimbo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Pro V2.5	7.8	10.0	66.7%	0		24.87s	7,893	402	24,945
Qwen3.5 Plus 2026-02-15	6.6	7.1	44.4%	1		180.70s	6,950	420	80,595

Mchanganyiko	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		14.59s	15,132	394	3,391
Qwen3.5 Plus 2026-02-15	10.0	10.0	100.0%	0		46.85s	14,934	421	7,906

Uchanganuzi na uchimbaji wa data	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		4.19s	7,776	288	1,917
Qwen3.5 Plus 2026-02-15	10.0	10.0	100.0%	0		46.91s	7,782	270	14,916

Mahususi kwa domeni	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Pro V2.5	4.1	4.4	44.5%	2		17.52s	771	35	16,877
Qwen3.5 Plus 2026-02-15	5.3	10.0	33.3%	0		17.50s	444	35	16,680

Akili ya jumla	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Pro V2.5	4.1	2.7	33.3%	1		2.32s	516	99	412
Qwen3.5 Plus 2026-02-15	4.7	1.6	66.7%	1		79.86s	344	73	8,675

Ufuataji wa maagizo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		2.53s	699	83	1,008
Qwen3.5 Plus 2026-02-15	10.0	10.0	100.0%	0		31.93s	699	101	7,704

Utatuzi wa mafumbo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Pro V2.5	6.4	4.4	77.8%	2		3.11s	696	289	1,820
Qwen3.5 Plus 2026-02-15	10.0	10.0	100.0%	0		32.50s	696	301	13,853

Mwito wa zana	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		18.45s	8,391	282	834
Qwen3.5 Plus 2026-02-15	10.0	10.0	100.0%	0		7.54s	8,193	309	909

Maarifa ya jumla	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Pro V2.5	3.0	10.0	0.0%	0		17.06s	204	18	5,701
Qwen3.5 Plus 2026-02-15	3.0	10.0	0.0%	0		103.81s	204	24	17,130

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

Qwen3.5 Plus 2026-02-15mediumvsGLM 5.2high KAT-Coder-Pro V2.5lowvsGPT-5.4 Minimedium KAT-Coder-Pro V2.5lowvsGLM 5.2high KAT-Coder-Pro V2.5lowvsQwen3.5-27Bmedium Claude Sonnet 5mediumvsKAT-Coder-Pro V2.5low KAT-Coder-Pro V2.5lowvsQwen3.6 Plusmedium KAT-Coder-Pro V2.5lowvsGPT-5.6 Terramedium Claude Sonnet 4.6mediumvsKAT-Coder-Pro V2.5low KAT-Coder-Pro V2.5lowvsNemotron 3 Ultra 550b A55bmediumInapatikana bure GPT-5.6 TerrahighvsQwen3.5 Plus 2026-02-15medium Qwen3.5 Plus 2026-02-15mediumvsGrok 4.5low Gemini 3.1 Flash Lite PreviewmediumvsKAT-Coder-Pro V2.5low